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sourmash_args.py
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sourmash_args.py
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"""
Utility functions for dealing with input args to the sourmash command line.
"""
import sys
import os
import argparse
import itertools
from enum import Enum
import screed
from sourmash import load_sbt_index
from sourmash.lca.lca_db import load_single_database
import sourmash.exceptions
from . import signature
from .logging import notify, error
from .index import LinearIndex
from . import signature as sig
from .sbt import SBT
from .sbtmh import SigLeaf
from .lca import LCA_Database
import sourmash
DEFAULT_LOAD_K = 31
DEFAULT_N = 500
def get_moltype(sig, require=False):
mh = sig.minhash
if mh.moltype in ('DNA', 'dayhoff', 'hp', 'protein'):
moltype = mh.moltype
else:
raise ValueError('unknown molecule type for sig {}'.format(sig))
return moltype
def calculate_moltype(args, default=None):
moltype = default
n = 0
if args.dna:
moltype = 'DNA'
n += 1
if args.dayhoff:
moltype = 'dayhoff'
n += 1
if args.hp:
moltype = 'hp'
n += 1
if args.protein:
moltype = 'protein'
n += 1
if n > 1:
error("cannot specify more than one of --dna/--rna/--protein/--hp/--dayhoff")
sys.exit(-1)
return moltype
def load_query_signature(filename, ksize, select_moltype, select_md5=None):
"""Load a single signature to use as a query.
Uses load_file_as_signatures underneath, so can load from collections
and indexed databases.
"""
try:
sl = load_file_as_signatures(filename, ksize=ksize,
select_moltype=select_moltype)
sl = list(sl)
except (OSError, ValueError):
error("Cannot open file '{}'", filename)
sys.exit(-1)
if len(sl) and select_md5:
found_sig = None
for sig in sl:
sig_md5 = sig.md5sum()
if sig_md5.startswith(select_md5.lower()):
# make sure we pick only one --
if found_sig is not None:
error("Error! Multiple signatures start with md5 '{}'",
select_md5)
error("Please use a longer --md5 selector.")
sys.exit(-1)
else:
found_sig = sig
sl = [found_sig]
if len(sl) and ksize is None:
ksizes = set([ ss.minhash.ksize for ss in sl ])
if len(ksizes) == 1:
ksize = ksizes.pop()
sl = [ ss for ss in sl if ss.minhash.ksize == ksize ]
notify('select query k={} automatically.', ksize)
elif DEFAULT_LOAD_K in ksizes:
sl = [ ss for ss in sl if ss.minhash.ksize == DEFAULT_LOAD_K ]
notify('selecting default query k={}.', DEFAULT_LOAD_K)
elif ksize:
notify('selecting specified query k={}', ksize)
if len(sl) != 1:
error('When loading query from "{}"', filename)
error('{} signatures matching ksize and molecule type;', len(sl))
error('need exactly one. Specify --ksize or --dna, --rna, or --protein.')
sys.exit(-1)
return sl[0]
class LoadSingleSignatures(object):
def __init__(self, filelist, ksize=None, select_moltype=None,
ignore_files=set()):
self.filelist = filelist
self.ksize = ksize
self.select_moltype = select_moltype
self.ignore_files = ignore_files
self.skipped_ignore = 0
self.skipped_nosig = 0
self.ksizes = set()
self.moltypes = set()
def __iter__(self):
for filename in self.filelist:
if filename in self.ignore_files:
self.skipped_ignore += 1
continue
sl = signature.load_signatures(filename,
ksize=self.ksize,
select_moltype=self.select_moltype)
sl = list(sl)
if len(sl) == 0:
self.skipped_nosig += 1
continue
for query in sl:
query_moltype = get_moltype(query)
query_ksize = query.minhash.ksize
self.ksizes.add(query_ksize)
self.moltypes.add(query_moltype)
if len(self.ksizes) > 1 or len(self.moltypes) > 1:
raise ValueError('multiple k-mer sizes/molecule types present')
for query in sl:
yield filename, query, query_moltype, query_ksize
def traverse_find_sigs(filenames, yield_all_files=False):
endings = ('.sig', '.sig.gz')
for filename in filenames:
if os.path.isfile(filename):
yield_me = False
if yield_all_files:
yield_me = True
continue
else:
for ending in endings:
if filename.endswith(ending):
yield_me = True
break
if yield_me:
yield filename
continue
# filename is a directory --
dirname = filename
for root, dirs, files in os.walk(dirname):
for name in files:
if name.endswith('.sig') or yield_all_files:
fullname = os.path.join(root, name)
yield fullname
def filter_compatible_signatures(query, siglist, force=False):
for ss in siglist:
if check_signatures_are_compatible(query, ss):
yield ss
else:
if not force:
raise ValueError("incompatible signature")
def check_signatures_are_compatible(query, subject):
# is one scaled, and the other not? cannot do search
if query.minhash.scaled and not subject.minhash.scaled or \
not query.minhash.scaled and subject.minhash.scaled:
error("signature {} and {} are incompatible - cannot compare.",
query, subject)
if query.minhash.scaled:
error("{} was calculated with --scaled, {} was not.",
query, subject)
if subject.minhash.scaled:
error("{} was calculated with --scaled, {} was not.",
subject, query)
return 0
return 1
def check_tree_is_compatible(treename, tree, query, is_similarity_query):
# get a minhash from the tree
leaf = next(iter(tree.leaves()))
tree_mh = leaf.data.minhash
query_mh = query.minhash
if tree_mh.ksize != query_mh.ksize:
error("ksize on tree '{}' is {};", treename, tree_mh.ksize)
error('this is different from query ksize of {}.', query_mh.ksize)
return 0
# is one scaled, and the other not? cannot do search.
if (tree_mh.scaled and not query_mh.scaled) or \
(query_mh.scaled and not tree_mh.scaled):
error("for tree '{}', tree and query are incompatible for search.",
treename)
if tree_mh.scaled:
error("tree was calculated with scaled, query was not.")
else:
error("query was calculated with scaled, tree was not.")
return 0
# are the scaled values incompatible? cannot downsample tree for similarity
if tree_mh.scaled and tree_mh.scaled < query_mh.scaled and \
is_similarity_query:
error("for tree '{}', scaled value is smaller than query.", treename)
error("tree scaled: {}; query scaled: {}. Cannot do similarity search.",
tree_mh.scaled, query_mh.scaled)
return 0
return 1
def check_lca_db_is_compatible(filename, db, query):
query_mh = query.minhash
if db.ksize != query_mh.ksize:
error("ksize on db '{}' is {};", filename, db.ksize)
error('this is different from query ksize of {}.', query_mh.ksize)
return 0
return 1
def load_dbs_and_sigs(filenames, query, is_similarity_query, *, cache_size=None):
"""
Load one or more SBTs, LCAs, and/or signatures.
Check for compatibility with query.
"""
query_ksize = query.minhash.ksize
query_moltype = get_moltype(query)
n_signatures = 0
n_databases = 0
databases = []
for filename in filenames:
notify('loading from {}...', filename, end='\r')
try:
db, dbtype = _load_database(filename, False, cache_size=cache_size)
except IOError as e:
notify(str(e))
sys.exit(-1)
# are we collecting signatures from a directory/path?
# NOTE: error messages about loading will now be attributed to
# directory, not individual file.
if os.path.isdir(filename):
assert dbtype == DatabaseType.SIGLIST
siglist = _select_sigs(db, moltype=query_moltype, ksize=query_ksize)
siglist = filter_compatible_signatures(query, siglist, 1)
linear = LinearIndex(siglist, filename=filename)
databases.append((linear, filename, False))
n_signatures += len(linear)
# SBT
elif dbtype == DatabaseType.SBT:
if not check_tree_is_compatible(filename, db, query,
is_similarity_query):
sys.exit(-1)
databases.append((db, filename, 'SBT'))
notify('loaded SBT {}', filename, end='\r')
n_databases += 1
# LCA
elif dbtype == DatabaseType.LCA:
if not check_lca_db_is_compatible(filename, db, query):
sys.exit(-1)
query_scaled = query.minhash.scaled
notify('loaded LCA {}', filename, end='\r')
n_databases += 1
databases.append((db, filename, 'LCA'))
# signature file
elif dbtype == DatabaseType.SIGLIST:
siglist = _select_sigs(db, moltype=query_moltype, ksize=query_ksize)
siglist = filter_compatible_signatures(query, siglist, False)
siglist = list(siglist)
if not siglist:
notify("no compatible signatures found in '{}'", filename)
sys.exit(-1)
linear = LinearIndex(siglist, filename=filename)
databases.append((linear, filename, 'signature'))
notify('loaded {} signatures from {}', len(linear),
filename, end='\r')
n_signatures += len(linear)
# unknown!?
else:
raise Exception("unknown dbtype {}".format(dbtype))
# END for loop
notify(' '*79, end='\r')
if n_signatures and n_databases:
notify('loaded {} signatures and {} databases total.', n_signatures,
n_databases)
elif n_signatures:
notify('loaded {} signatures.', n_signatures)
elif n_databases:
notify('loaded {} databases.', n_databases)
else:
notify('** ERROR: no signatures or databases loaded?')
sys.exit(-1)
if databases:
print('')
return databases
class DatabaseType(Enum):
SIGLIST = 1
SBT = 2
LCA = 3
def _load_database(filename, traverse_yield_all, *, cache_size=None):
"""Load file as a database - list of signatures, LCA, SBT, etc.
Return (db, dbtype), where dbtype is a DatabaseType enum.
This is an internal function used by other functions in sourmash_args.
"""
loaded = False
dbtype = None
# special case stdin
if not loaded and filename == '-':
db = sourmash.load_signatures(sys.stdin, quiet=True, do_raise=True)
db = list(db)
loaded = True
dbtype = DatabaseType.SIGLIST
# load signatures from directory
if not loaded and os.path.isdir(filename):
all_sigs = []
for thisfile in traverse_find_sigs([filename], traverse_yield_all):
try:
with open(thisfile, 'rt') as fp:
x = sourmash.load_signatures(fp, quiet=True, do_raise=True)
siglist = list(x)
all_sigs.extend(siglist)
except (IOError, sourmash.exceptions.SourmashError):
if traverse_yield_all:
continue
else:
raise
loaded=True
db = all_sigs
dbtype = DatabaseType.SIGLIST
# load signatures from single file
try:
# CTB: could make this a generator, with some trickery; but for
# now, just force into list.
with open(filename, 'rt') as fp:
db = sourmash.load_signatures(fp, quiet=True, do_raise=True)
db = list(db)
loaded = True
dbtype = DatabaseType.SIGLIST
except Exception as exc:
pass
if not loaded: # try load signatures from single file (list of signature paths)
try:
db = []
with open(filename, 'rt') as fp:
for line in fp:
line = line.strip()
if line:
sigs = load_file_as_signatures(line)
db += list(sigs)
loaded = True
dbtype = DatabaseType.SIGLIST
except Exception as exc:
pass
if not loaded: # try load as SBT
try:
db = load_sbt_index(filename, cache_size=cache_size)
loaded = True
dbtype = DatabaseType.SBT
except:
pass
if not loaded: # try load as LCA
try:
db, _, _ = load_single_database(filename)
loaded = True
dbtype = DatabaseType.LCA
except:
pass
if not loaded:
successful_screed_load = False
it = None
try:
# CTB: could be kind of time consuming for big record, but at the
# moment screed doesn't expose format detection cleanly.
with screed.open(filename) as it:
record = next(iter(it))
successful_screed_load = True
except:
pass
if successful_screed_load:
raise OSError("Error while reading signatures from '{}' - got sequences instead! Is this a FASTA/FASTQ file?".format(filename))
if not loaded:
raise OSError("Error while reading signatures from '{}'.".format(filename))
return db, dbtype
# note: dup from index.py internal function.
def _select_sigs(siglist, ksize, moltype):
for ss in siglist:
if (ksize is None or ss.minhash.ksize == ksize) and \
(moltype is None or ss.minhash.moltype == moltype):
yield ss
def load_file_as_index(filename, yield_all_files=False):
"""Load 'filename' as a database; generic database loader.
If 'filename' contains an SBT or LCA indexed database, will return
the appropriate objects.
If 'filename' is a JSON file containing one or more signatures, will
return an Index object containing those signatures.
If 'filename' is a directory, will load *.sig underneath
this directory into an Index object. If yield_all_files=True, will
attempt to load all files.
"""
db, dbtype = _load_database(filename, yield_all_files)
if dbtype in (DatabaseType.LCA, DatabaseType.SBT):
return db # already an index!
elif dbtype == DatabaseType.SIGLIST:
# turn siglist into a LinearIndex
idx = LinearIndex(db, filename)
return idx
else:
assert 0 # unknown enum!?
def load_file_as_signatures(filename, select_moltype=None, ksize=None,
yield_all_files=False,
progress=None):
"""Load 'filename' as a collection of signatures. Return an iterable.
If 'filename' contains an SBT or LCA indexed database, will return
a signatures() generator.
If 'filename' is a JSON file containing one or more signatures, will
return a list of those signatures.
If 'filename' is a directory, will load *.sig
underneath this directory into a list of signatures. If
yield_all_files=True, will attempt to load all files.
Applies selector function if select_moltype and/or ksize are given.
"""
if progress:
progress.notify(filename)
db, dbtype = _load_database(filename, yield_all_files)
loader = None
if dbtype in (DatabaseType.LCA, DatabaseType.SBT):
db = db.select(moltype=select_moltype, ksize=ksize)
loader = db.signatures()
elif dbtype == DatabaseType.SIGLIST:
loader = _select_sigs(db, moltype=select_moltype, ksize=ksize)
else:
assert 0 # unknown enum!?
if progress:
return progress.start_file(filename, loader)
else:
return loader
def load_file_list_of_signatures(filename):
"Load a list-of-files text file."
try:
with open(filename, 'rt') as fp:
file_list = [ x.rstrip('\r\n') for x in fp ]
except OSError:
raise ValueError("cannot open file '{}'".format(filename))
except UnicodeDecodeError:
raise ValueError("cannot parse file '{}' as list of filenames".format(filename))
return file_list
class FileOutput(object):
"""A context manager for file outputs that handles sys.stdout gracefully.
Usage:
with FileOutput(filename, mode) as fp:
...
does what you'd expect, but it handles the situation where 'filename'
is '-' or None. This makes it nicely compatible with argparse usage,
e.g.
p = argparse.ArgumentParser()
p.add_argument('--output')
args = p.parse_args()
...
with FileOutput(args.output, 'wt') as fp:
...
will properly handle no argument or '-' as sys.stdout.
"""
def __init__(self, filename, mode='wt'):
self.filename = filename
self.mode = mode
self.fp = None
def open(self):
if self.filename == '-' or self.filename is None:
return sys.stdout
self.fp = open(self.filename, self.mode)
return self.fp
def __enter__(self):
return self.open()
def __exit__(self, type, value, traceback):
# do we need to handle exceptions here?
if self.fp:
self.fp.close()
return False
class SignatureLoadingProgress(object):
"""A wrapper for signature loading progress reporting.
Instantiate this class once, and then pass it to load_file_as_signatures
with progress=<obj>.
Alternatively, call obj.start_file(filename, iter) each time you
start loading signatures from a new file via iter.
You can optionally notify of reading a file with `.notify(filename)`.
"""
def __init__(self, reporting_interval=10):
self.n_sig = 0
self.interval = reporting_interval
self.screen_width = 79
def short_notify(self, msg_template, *args, **kwargs):
"""Shorten the notification message so that it fits on one line.
Good for repeating notifications with end='\r' especially...
"""
msg = msg_template.format(*args, **kwargs)
end = kwargs.get('end', '\n')
w = self.screen_width
if len(msg) > w:
truncate_len = len(msg) - w + 3
msg = '<<<' + msg[truncate_len:]
notify(msg, end=end)
def notify(self, filename):
self.short_notify("...reading from file '{}'",
filename, end='\r')
def start_file(self, filename, loader):
n_this = 0
n_before = self.n_sig
try:
for result in loader:
# track n from this file, as well as total n
n_this += 1
n_total = n_before + n_this
if n_this and n_total % self.interval == 0:
self.short_notify("...loading from '{}' / {} sigs total",
filename, n_total, end='\r')
yield result
except KeyboardInterrupt:
# might as well nicely handle CTRL-C while we're at it!
notify('\n(CTRL-C received! quitting.)')
sys.exit(-1)
finally:
self.n_sig += n_this
self.short_notify("loaded {} sigs from '{}'", n_this, filename)